{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "\"\"\"\n",
    "    数据探索：主要对训练数据集进行初步的可视化展示。目的是探索数据的数值特征、变量之间的相关性(依赖关系)\n",
    "\n",
    "\"\"\"\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "\n",
    "import seaborn as sn\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "\n",
    "# 设置plt的绘图格式\n",
    "params = {'legend.fontsize': 'x-large',\n",
    "          'figure.figsize': (30, 10),\n",
    "          'axes.labelsize': 'x-large',\n",
    "          'axes.titlesize':'x-large',\n",
    "          'xtick.labelsize':'x-large',\n",
    "          'ytick.labelsize':'x-large'}\n",
    "\n",
    "sn.set_style('whitegrid')\n",
    "sn.set_context('talk')\n",
    "\n",
    "plt.rcParams.update(params)\n",
    "pd.options.display.max_colwidth = 600"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "\n",
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       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>instant</th>\n",
       "      <th>dteday</th>\n",
       "      <th>season</th>\n",
       "      <th>yr</th>\n",
       "      <th>mnth</th>\n",
       "      <th>holiday</th>\n",
       "      <th>weekday</th>\n",
       "      <th>workingday</th>\n",
       "      <th>weathersit</th>\n",
       "      <th>temp</th>\n",
       "      <th>atemp</th>\n",
       "      <th>hum</th>\n",
       "      <th>windspeed</th>\n",
       "      <th>casual</th>\n",
       "      <th>registered</th>\n",
       "      <th>cnt</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>2011-01-01</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0.344167</td>\n",
       "      <td>0.363625</td>\n",
       "      <td>0.805833</td>\n",
       "      <td>0.160446</td>\n",
       "      <td>331</td>\n",
       "      <td>654</td>\n",
       "      <td>985</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>2011-01-02</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0.363478</td>\n",
       "      <td>0.353739</td>\n",
       "      <td>0.696087</td>\n",
       "      <td>0.248539</td>\n",
       "      <td>131</td>\n",
       "      <td>670</td>\n",
       "      <td>801</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>2011-01-03</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.196364</td>\n",
       "      <td>0.189405</td>\n",
       "      <td>0.437273</td>\n",
       "      <td>0.248309</td>\n",
       "      <td>120</td>\n",
       "      <td>1229</td>\n",
       "      <td>1349</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>2011-01-04</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.200000</td>\n",
       "      <td>0.212122</td>\n",
       "      <td>0.590435</td>\n",
       "      <td>0.160296</td>\n",
       "      <td>108</td>\n",
       "      <td>1454</td>\n",
       "      <td>1562</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>2011-01-05</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.226957</td>\n",
       "      <td>0.229270</td>\n",
       "      <td>0.436957</td>\n",
       "      <td>0.186900</td>\n",
       "      <td>82</td>\n",
       "      <td>1518</td>\n",
       "      <td>1600</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   instant      dteday  season  yr  mnth  holiday  weekday  workingday  \\\n",
       "0        1  2011-01-01       1   0     1        0        6           0   \n",
       "1        2  2011-01-02       1   0     1        0        0           0   \n",
       "2        3  2011-01-03       1   0     1        0        1           1   \n",
       "3        4  2011-01-04       1   0     1        0        2           1   \n",
       "4        5  2011-01-05       1   0     1        0        3           1   \n",
       "\n",
       "   weathersit      temp     atemp       hum  windspeed  casual  registered  \\\n",
       "0           2  0.344167  0.363625  0.805833   0.160446     331         654   \n",
       "1           2  0.363478  0.353739  0.696087   0.248539     131         670   \n",
       "2           1  0.196364  0.189405  0.437273   0.248309     120        1229   \n",
       "3           1  0.200000  0.212122  0.590435   0.160296     108        1454   \n",
       "4           1  0.226957  0.229270  0.436957   0.186900      82        1518   \n",
       "\n",
       "    cnt  \n",
       "0   985  \n",
       "1   801  \n",
       "2  1349  \n",
       "3  1562  \n",
       "4  1600  "
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 共享单车数据加载\n",
    "train_datas = pd.read_csv(r'E:/188-163-2-1555990564/day.csv')\n",
    "# 显示原始数据前5条\n",
    "train_datas.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<style scoped>\n",
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       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>instant</th>\n",
       "      <th>season</th>\n",
       "      <th>yr</th>\n",
       "      <th>mnth</th>\n",
       "      <th>holiday</th>\n",
       "      <th>weekday</th>\n",
       "      <th>workingday</th>\n",
       "      <th>weathersit</th>\n",
       "      <th>temp</th>\n",
       "      <th>atemp</th>\n",
       "      <th>hum</th>\n",
       "      <th>windspeed</th>\n",
       "      <th>casual</th>\n",
       "      <th>registered</th>\n",
       "      <th>cnt</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>366.000000</td>\n",
       "      <td>2.496580</td>\n",
       "      <td>0.500684</td>\n",
       "      <td>6.519836</td>\n",
       "      <td>0.028728</td>\n",
       "      <td>2.997264</td>\n",
       "      <td>0.683995</td>\n",
       "      <td>1.395349</td>\n",
       "      <td>0.495385</td>\n",
       "      <td>0.474354</td>\n",
       "      <td>0.627894</td>\n",
       "      <td>0.190486</td>\n",
       "      <td>848.176471</td>\n",
       "      <td>3656.172367</td>\n",
       "      <td>4504.348837</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>211.165812</td>\n",
       "      <td>1.110807</td>\n",
       "      <td>0.500342</td>\n",
       "      <td>3.451913</td>\n",
       "      <td>0.167155</td>\n",
       "      <td>2.004787</td>\n",
       "      <td>0.465233</td>\n",
       "      <td>0.544894</td>\n",
       "      <td>0.183051</td>\n",
       "      <td>0.162961</td>\n",
       "      <td>0.142429</td>\n",
       "      <td>0.077498</td>\n",
       "      <td>686.622488</td>\n",
       "      <td>1560.256377</td>\n",
       "      <td>1937.211452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.059130</td>\n",
       "      <td>0.079070</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.022392</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>20.000000</td>\n",
       "      <td>22.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>183.500000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.337083</td>\n",
       "      <td>0.337842</td>\n",
       "      <td>0.520000</td>\n",
       "      <td>0.134950</td>\n",
       "      <td>315.500000</td>\n",
       "      <td>2497.000000</td>\n",
       "      <td>3152.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>366.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>7.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.498333</td>\n",
       "      <td>0.486733</td>\n",
       "      <td>0.626667</td>\n",
       "      <td>0.180975</td>\n",
       "      <td>713.000000</td>\n",
       "      <td>3662.000000</td>\n",
       "      <td>4548.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>548.500000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>0.655417</td>\n",
       "      <td>0.608602</td>\n",
       "      <td>0.730209</td>\n",
       "      <td>0.233214</td>\n",
       "      <td>1096.000000</td>\n",
       "      <td>4776.500000</td>\n",
       "      <td>5956.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>731.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>12.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>0.861667</td>\n",
       "      <td>0.840896</td>\n",
       "      <td>0.972500</td>\n",
       "      <td>0.507463</td>\n",
       "      <td>3410.000000</td>\n",
       "      <td>6946.000000</td>\n",
       "      <td>8714.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          instant      season          yr        mnth     holiday     weekday  \\\n",
       "count  731.000000  731.000000  731.000000  731.000000  731.000000  731.000000   \n",
       "mean   366.000000    2.496580    0.500684    6.519836    0.028728    2.997264   \n",
       "std    211.165812    1.110807    0.500342    3.451913    0.167155    2.004787   \n",
       "min      1.000000    1.000000    0.000000    1.000000    0.000000    0.000000   \n",
       "25%    183.500000    2.000000    0.000000    4.000000    0.000000    1.000000   \n",
       "50%    366.000000    3.000000    1.000000    7.000000    0.000000    3.000000   \n",
       "75%    548.500000    3.000000    1.000000   10.000000    0.000000    5.000000   \n",
       "max    731.000000    4.000000    1.000000   12.000000    1.000000    6.000000   \n",
       "\n",
       "       workingday  weathersit        temp       atemp         hum   windspeed  \\\n",
       "count  731.000000  731.000000  731.000000  731.000000  731.000000  731.000000   \n",
       "mean     0.683995    1.395349    0.495385    0.474354    0.627894    0.190486   \n",
       "std      0.465233    0.544894    0.183051    0.162961    0.142429    0.077498   \n",
       "min      0.000000    1.000000    0.059130    0.079070    0.000000    0.022392   \n",
       "25%      0.000000    1.000000    0.337083    0.337842    0.520000    0.134950   \n",
       "50%      1.000000    1.000000    0.498333    0.486733    0.626667    0.180975   \n",
       "75%      1.000000    2.000000    0.655417    0.608602    0.730209    0.233214   \n",
       "max      1.000000    3.000000    0.861667    0.840896    0.972500    0.507463   \n",
       "\n",
       "            casual   registered          cnt  \n",
       "count   731.000000   731.000000   731.000000  \n",
       "mean    848.176471  3656.172367  4504.348837  \n",
       "std     686.622488  1560.256377  1937.211452  \n",
       "min       2.000000    20.000000    22.000000  \n",
       "25%     315.500000  2497.000000  3152.000000  \n",
       "50%     713.000000  3662.000000  4548.000000  \n",
       "75%    1096.000000  4776.500000  5956.000000  \n",
       "max    3410.000000  6946.000000  8714.000000  "
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 观察数据统计量及分布\n",
    "train_datas.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "【season】属性的不同取值和出现的次数\n",
      "3    188\n",
      "2    184\n",
      "1    181\n",
      "4    178\n",
      "Name: season, dtype: int64\n",
      "\n",
      "【mnth】属性的不同取值和出现的次数\n",
      "12    62\n",
      "10    62\n",
      "8     62\n",
      "7     62\n",
      "5     62\n",
      "3     62\n",
      "1     62\n",
      "11    60\n",
      "9     60\n",
      "6     60\n",
      "4     60\n",
      "2     57\n",
      "Name: mnth, dtype: int64\n",
      "\n",
      "【weathersit】属性的不同取值和出现的次数\n",
      "1    463\n",
      "2    247\n",
      "3     21\n",
      "Name: weathersit, dtype: int64\n",
      "\n",
      "【weekday】属性的不同取值和出现的次数\n",
      "6    105\n",
      "1    105\n",
      "0    105\n",
      "5    104\n",
      "4    104\n",
      "3    104\n",
      "2    104\n",
      "Name: weekday, dtype: int64\n"
     ]
    }
   ],
   "source": [
    "# 对类别型(离散型)特征，观察取值范围及直方图\n",
    "\"\"\"\n",
    "    'season —— 季节（1=春天、2=夏天、3=秋天、4=冬天）'\n",
    "    'mnth —— 月份( 1 to 12)'\n",
    "    'weathersit —— 天气（1：晴天，多云 ",
    "2：雾天，阴天 ",
    "3：小雪，小雨 ",
    "4：大雨，大雪，大雾）'\n",
    "    'weekday —— 1=工作日 （是否为工作日，1为工作日，0为非周末或节假日）'\n",
    "\"\"\" \n",
    "categorical_features = ['season', 'mnth', 'weathersit', 'weekday']\n",
    "# 循环遍历离散特征\n",
    "for col in categorical_features:\n",
    "    print('\\n【%s】属性的不同取值和出现的次数'%col)\n",
    "    print(train_datas[col].value_counts())\n",
    "    # 离散数据类型强制转成'object'类型\n",
    "    train_datas[col] = train_datas[col].astype('object')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[<matplotlib.axes._subplots.AxesSubplot object at 0x0000013CF2B17448>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x0000013CF3244288>],\n",
       "       [<matplotlib.axes._subplots.AxesSubplot object at 0x0000013CF3280248>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x0000013CF32B6348>]],\n",
       "      dtype=object)"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
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      "text/plain": [
       "<Figure size 2160x720 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 对数值型(连续型)特征，使用直方图进行可视化分析\n",
    "# 'temp —— 气温', 'atemp —— 体感温度', 'hum —— 湿度', 'windspeed —— 风速'\n",
    "numerical_features = ['temp', 'atemp', 'hum', 'windspeed']\n",
    "train_datas[numerical_features].hist()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x13cf3a18148>"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
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      "text/plain": [
       "<Figure size 2160x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 可视化cnt(总租车人数)与yr(年份)的关系\n",
    "# 0 —— 表示2011年  1 —— 表示2012年\n",
    "sn.violinplot(data=train_datas[['yr', 'cnt']], x='yr', y='cnt')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[Text(0.5, 1.0, 'dayly distribution of counts')]"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2160x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import datetime\n",
    "\n",
    "# 可视化具体到一年中每天骑行量\n",
    "# 训练数据的日期格式化\n",
    "train_datas['date'] = pd.to_datetime(train_datas['dteday'])\n",
    "train_datas['dayofyear'] = train_datas[\"date\"].dt.dayofyear\n",
    "\n",
    "fig,ax = plt.subplots()\n",
    "# hue 以颜色进行类别（年）信息区分\n",
    "sn.pointplot(data=train_datas[['dayofyear', 'cnt', 'yr']], x='dayofyear', y='cnt', hue='yr', ax=ax)\n",
    "ax.set(title=\"dayly distribution of counts\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[Text(0.5, 1.0, 'Monthly distribution of counts')]"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2160x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 可视化具体到一年中每月骑行量\n",
    "# 创建画布和子图\n",
    "fig,ax = plt.subplots()\n",
    "sn.barplot(data=train_datas[['mnth', 'cnt']], x=\"mnth\", y=\"cnt\")\n",
    "ax.set(title=\"Monthly distribution of counts\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x13c80681048>"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2160x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 可视化具体到一年中每季度骑行量\n",
    "# 箱型图可视化每个季度的骑行量分布\n",
    "sn.violinplot(data=train_datas[['season', 'cnt']], x=\"season\",y=\"cnt\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[Text(0.5, 1, 'Seasonly distribution of counts')]"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2160x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# barplot展示骑行量季度分布的平均值\n",
    "sn.barplot(data=train_datas[['season', 'cnt']], x=\"season\",y=\"cnt\")\n",
    "ax.set(title=\"Seasonly distribution of counts\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[Text(0.5, 1, 'weathersit distribution of counts')]"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
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      "text/plain": [
       "<Figure size 2160x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 可视化骑行量与天气关系\n",
    "sn.barplot(data=train_datas[['weathersit', 'cnt']], x=\"weathersit\",y=\"cnt\")\n",
    "ax.set(title=\"weathersit distribution of counts\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x13c837071c8>"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2160x720 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 可视化骑行量与工作日和假日关系\n",
    "# 一个画布两个轴\n",
    "fig,(ax1,ax2) = plt.subplots(ncols=2)\n",
    "sn.barplot(data=train_datas,x='holiday',y='cnt',ax=ax1)\n",
    "sn.barplot(data=train_datas,x='workingday',y='cnt',ax=ax2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x13c8371ba48>"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 2160x720 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 可视化数值(连续型)特征与cnt(骑行量y)相关性，这里使用了相关系数矩阵函数corr()\n",
    "corrMatt = train_datas[[\"temp\", \"atemp\", \"hum\", \"windspeed\", \"casual\", \"registered\", \"cnt\"]].corr()\n",
    "mask = np.array(corrMatt)\n",
    "mask[np.tril_indices_from(mask)] = False\n",
    "sn.heatmap(corrMatt, mask=mask, vmax=.8, square=True,annot=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
